the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Causal associations and predictability of the summer East Atlantic teleconnection
Abstract. We apply Causal Effect Networks to evaluate the influence of spring North Atlantic extratropical surface temperatures (SST) on the summer East Atlantic Pattern (EA) seasonal predictability during the 20th century. We find in the ERA-20C reanalysis that a meridional SST gradient in spring (SST index) causally influences the summer EA, with an estimated causal effect expressed by a β-coefficient of about 0.2 (a 1 standard deviation change in spring SST index causes a 0.2 standard deviation change in the EA 3–4 months later). We only find this link to be causal, however, during the period 1958–2008. When performing the analysis on 45-year-long timeseries randomly sampled in this late period, we find the strength of the causal link to be affected by interannual variability, suggesting a potential modulation by an external physical mechanism. In addition to the summer EA, we find that spring SST has an estimated causal effect of about -0.2 on summer 2-metre air temperatures over northwestern Europe, possibly mediated by summer EA. We then use a pre-industrial and a historical simulation, as well as a 30-member initialised seasonal prediction ensemble with MPI-ESM-MR to test the model performance in reproducing the detected causal links in ERA-20C and to evaluate whether this performance might leave an imprint in the model predictive skill of European summer climate. We find that while MPI-ESM-MR is mostly unable to reproduce the causal link between spring SST and the summer EA among the different datasets, the 30-member initialised ensemble can moderately reproduce a causal link between spring SST and summer 2-metre air temperatures over a region west of the British Isles. We perform a predictive skill assessment conditioned on the spring SST causal links for July–August sea level pressure, 500 hPa geopotential height and 2-metre air temperatures for predictions initialised in May. Our results suggest that MPI-ESM-MR's performance in reproducing the spring SST causal links constrains the seasonal prediction skill of European summer climate.
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Notice on discussion status
The requested preprint has a corresponding peer-reviewed final revised paper. You are encouraged to refer to the final revised version.
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Preprint
(6754 KB)
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The requested preprint has a corresponding peer-reviewed final revised paper. You are encouraged to refer to the final revised version.
- Preprint
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- BibTeX
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- Final revised paper
Journal article(s) based on this preprint
Interactive discussion
Status: closed
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RC1: 'Comment on egusphere-2023-1412', Anonymous Referee #1, 10 Oct 2023
Please see the attached document to access the comments.
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AC1: 'Reply on RC1', Julianna Carvalho Oliveira, 06 May 2024
We thank the anonymous referee for their valuable input and for suggesting ways to improve the clarity of the manuscript. In response to their comments, we thoroughly revised the text to reflect more nuance on the results obtained. We also added analysis and refined some of the existing findings. We now find the manuscript to be substantially improved and thank the reviewer for helping us to get there. Major points addressed were the following:
- We rewrote major parts of the manuscript to improve readability and to clarify several points raised by the reviewer, in particular in section 3.3
- We substituted panel a) in Figs. 3, 6 and 7A point by point response to all minor comments is provided in the attached pdf file.
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AC1: 'Reply on RC1', Julianna Carvalho Oliveira, 06 May 2024
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RC2: 'Comment on egusphere-2023-1412', Anonymous Referee #2, 31 Oct 2023
The comment was uploaded in the form of a supplement: https://egusphere.copernicus.org/preprints/2023/egusphere-2023-1412/egusphere-2023-1412-RC2-supplement.pdf
- AC2: 'Reply on RC2', Julianna Carvalho Oliveira, 06 May 2024
Interactive discussion
Status: closed
-
RC1: 'Comment on egusphere-2023-1412', Anonymous Referee #1, 10 Oct 2023
Please see the attached document to access the comments.
-
AC1: 'Reply on RC1', Julianna Carvalho Oliveira, 06 May 2024
We thank the anonymous referee for their valuable input and for suggesting ways to improve the clarity of the manuscript. In response to their comments, we thoroughly revised the text to reflect more nuance on the results obtained. We also added analysis and refined some of the existing findings. We now find the manuscript to be substantially improved and thank the reviewer for helping us to get there. Major points addressed were the following:
- We rewrote major parts of the manuscript to improve readability and to clarify several points raised by the reviewer, in particular in section 3.3
- We substituted panel a) in Figs. 3, 6 and 7A point by point response to all minor comments is provided in the attached pdf file.
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AC1: 'Reply on RC1', Julianna Carvalho Oliveira, 06 May 2024
-
RC2: 'Comment on egusphere-2023-1412', Anonymous Referee #2, 31 Oct 2023
The comment was uploaded in the form of a supplement: https://egusphere.copernicus.org/preprints/2023/egusphere-2023-1412/egusphere-2023-1412-RC2-supplement.pdf
- AC2: 'Reply on RC2', Julianna Carvalho Oliveira, 06 May 2024
Peer review completion
Journal article(s) based on this preprint
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Julianna Carvalho-Oliveira
Giorgia di Capua
Leonard Borchert
Reik Donner
Johanna Baehr
The requested preprint has a corresponding peer-reviewed final revised paper. You are encouraged to refer to the final revised version.
- Preprint
(6754 KB) - Metadata XML